Update GPSampler documentation to include D-BE optimization details#6347
Merged
c-bata merged 4 commits intooptuna:masterfrom Nov 20, 2025
Merged
Update GPSampler documentation to include D-BE optimization details#6347c-bata merged 4 commits intooptuna:masterfrom
c-bata merged 4 commits intooptuna:masterfrom
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Co-authored-by: Shuhei Watanabe <47781922+nabenabe0928@users.noreply.github.com>
Co-authored-by: Shuhei Watanabe <47781922+nabenabe0928@users.noreply.github.com>
c-bata
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Thank you for your pull request. LGTM!
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Motivation
D-BE (Decoupled updates with Batched Evaluations) was introduced to
GPSamplerin #6268 to accelerate acquisition function optimization.Since the paper describing this method, "Batch Acquisition Function Evaluations and Decouple Optimizer Updates for Faster Bayesian Optimization", has been published, we should update the official documentation to include this description and reference.
Description of the changes
GPSamplerdocstring to briefly explain the D-BE speedup.